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<title>IsraelJapan20210128to0203JPN0210ISR</title>

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) 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<h1 class="title toc-ignore">IsraelJapan20210128to0203JPN0210ISR</h1>
<h4 class="author">Atsushi Tago</h4>
<h4 class="date">2021/2/17</h4>

</div>


<div id="overview" class="section level2">
<h2>Overview</h2>
<p>Israel and Japan are both parliamentary democracies facing with a similar nuclear threat (Iran and North Korea). The two threatening countries are very hostile toward Israel and Japan respectively and they could be a “mad” enemy (they could be either “rational mad” or “irrational mad” depending how their extraordinary behaviors are framed). The two democracies are very different in terms of the military culture; one is with the national conscription system (Israel) and the other is with widely-known peace constitution and anti-war sentiment among the public (Japan). Two countries have “defense” forces, but they are quite different. The IDF (Israel) has been fighting actual wars over the decades SDF (Japan) has never engaged in an actual combat after its inception.</p>
<p>The comparable survey experiments were conducted in Japan and in Israel, both handled by the Nikkei Research. The start day of the survey fielding was January 28th, 2021, and it ended in Japan on February 3rd and in Israel on February 10th, 2021.</p>
<p>We believe that fielding the experiment in Japan and Israel serves as one of the most critical tests of diversionary theory. The two democracies have been recently faced with highly visible political scandals and being under a serious threat of Iran or North Korea.</p>
<p>We asked the respondents to read a mock newspaper article on different madness level of the enemy and potential threat level along with possibility of preemptive attack against it. Rally around the flag effect (actually, “threat induced support”) is observed in Japan (where 43% of the population considers that the PM is corrupted) but not in Israel (where 72% of the population considers that the PM is corrupted: the ceiling effect?); no diversionary effect (no diversion to threat/use of force from political scandal).</p>
<p>An interesting twist exists. Israeli people support preemption by Japanese PM more than when it is done by their own PM against a nuclear threat.</p>
</div>
<div id="data-mutation" class="section level2">
<h2>Data mutation</h2>
<p>Making the DVs reversed: the larger, the higher support</p>
<pre class="r"><code>#q12b in Japan: Do you support Japanese PM?
dfj &lt;- dfj %&gt;%
  mutate(q12b = 4 - q12b)
table(dfj$q12b)</code></pre>
<pre><code>## 
##   0   1   2   3 
## 404 627 659 252</code></pre>
<pre class="r"><code>#q12a in Japan: Do you support Israeli PM?
dfj &lt;- dfj %&gt;%
  mutate(q12a = 4 - q12a)
table(dfj$q12a)</code></pre>
<pre><code>## 
##   0   1   2   3 
## 232 480 224  29</code></pre>
<pre class="r"><code>#q12a in Israel: Do you support Israeli PM?
dfi &lt;- dfi %&gt;%
  mutate(Q12a = 4 - Q12a)
table(dfi$Q12a)</code></pre>
<pre><code>## 
##   0   1   2   3 
## 385 202 614 701</code></pre>
<pre class="r"><code>#q12b in Israel: Do you support Japanese PM?
dfi &lt;- dfi %&gt;%
  mutate(Q12b = 4 - Q12b)
table(dfi$Q12b)</code></pre>
<pre><code>## 
##   0   1   2   3 
##  62 126 434 328</code></pre>
<pre class="r"><code>#q13b in Japan: Scandal in Japan more important?
dfj$q13b[dfj$q13b == 3] &lt;-0
dfj$q13b[dfj$q13b == 2] &lt;--1
dfj$q13b[dfj$q13b == 1] &lt;-1
table(dfj$q13b)</code></pre>
<pre><code>## 
##  -1   0   1 
## 893 787 262</code></pre>
<pre class="r"><code>#q13a in Japan: Scandal in Israel more important?
dfj$q13a[dfj$q13a == 3] &lt;-0
dfj$q13a[dfj$q13a == 2] &lt;--1
dfj$q13a[dfj$q13a == 1] &lt;-1
#q13a in Israel: Scandal in Israel more important?
table(dfj$q13a)</code></pre>
<pre><code>## 
##  -1   0   1 
## 272 605  88</code></pre>
<pre class="r"><code>dfi$Q13b[dfi$Q13b == 3] &lt;-0
dfi$Q13b[dfi$Q13b == 2] &lt;--1
dfi$Q13b[dfi$Q13b == 1] &lt;-1
#q13b in Israel: Scandal in Japan more important?
table(dfi$Q13b)</code></pre>
<pre><code>## 
##  -1   0   1 
## 282 397 271</code></pre>
<pre class="r"><code>dfi$Q13a[dfi$Q13a == 3] &lt;-0
dfi$Q13a[dfi$Q13a == 2] &lt;--1
dfi$Q13a[dfi$Q13a == 1] &lt;-1
table(dfi$Q13a)</code></pre>
<pre><code>## 
##  -1   0   1 
## 609 467 826</code></pre>
<pre class="r"><code>#q15b in Japan: Do you support Japanese preemption?
dfj &lt;- dfj %&gt;%
  mutate(q15b = 4 - q15b)
table(dfj$q15b)</code></pre>
<pre><code>## 
##   0   1   2   3 
## 478 626 539 299</code></pre>
<pre class="r"><code>#q15a in Japan: Do you support Israel or Iran?
dfj &lt;- dfj %&gt;%
  mutate(q15a = 4 - q15a)
table(dfj$q15a)</code></pre>
<pre><code>## 
##   1   2   3 
## 740  72 153</code></pre>
<pre class="r"><code>#q15a in Israel: Do you support Israeli preemption?
dfi &lt;- dfi %&gt;%
  mutate(Q15a = 4 - Q15a)
table(dfi$Q15a)</code></pre>
<pre><code>## 
##   0   1   2   3 
## 140 241 745 776</code></pre>
<pre class="r"><code>#q15b in Israeli: Do you support Japanese preemption?
dfi &lt;- dfi %&gt;%
  mutate(Q15b = 4 - Q15b)
table(dfi$Q15b)</code></pre>
<pre><code>## 
##   1   2   3 
## 234   3 713</code></pre>
<pre class="r"><code>#q16a in Japan: Do you support Japanese nuke possession?
dfj &lt;- dfj %&gt;%
  mutate(q16b = 4 - q16b)
table(dfj$q16b)</code></pre>
<pre><code>## 
##   0   1   2   3 
## 652 609 449 232</code></pre>
<pre class="r"><code>#q16b in Japan: Do you support Israeli nuke possession?
dfj &lt;- dfj %&gt;%
  mutate(q16a = 4 - q16a)
table(dfj$q16a)</code></pre>
<pre><code>## 
##   0   1   2   3 
## 382 394 155  34</code></pre>
<pre class="r"><code>#q16a in Israel: Do you support Israeli nuke possession?
dfi &lt;- dfi %&gt;%
  mutate(Q16a = 4 - Q16a)
table(dfi$Q16a)</code></pre>
<pre><code>## 
##    0    1    2    3 
##   53  114  447 1288</code></pre>
<pre class="r"><code>#q16b in Israel: Do you support Japanese nuke possession?
dfi &lt;- dfi %&gt;%
  mutate(Q16b = 4 - Q16b)
table(dfi$Q16b)</code></pre>
<pre><code>## 
##   0   1   2   3 
## 132 147 397 274</code></pre>
<pre class="r"><code>hist(dfj$q04, breaks=seq(0,6,1), main=&quot;Japan: Is the Prime Minister Corrupt or Not? (0:yes, 5:no, 6:dnk)&quot;, xlab=&quot; &quot;, ylim=c(0,1200))</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>hist(dfi$Q4, breaks=seq(0,6,1), main=&quot;Israel: Is the Prime Minister Corrupt or Not? (0:yes, 5:no, 6:dnk)&quot;, xlab=&quot; &quot;, ylim=c(0,1200))</code></pre>
<p><img 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" width="672" /></p>
</div>
<div id="setting-pattern-vers." class="section level2">
<h2>Setting pattern vers.</h2>
</div>
<div id="analysis-pm-support" class="section level2">
<h2>Analysis PM support</h2>
<p>Comparison of the means:</p>
<p><img src="data:image/png;base64,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" width="672" /></p>
<p>T-test</p>
<pre class="r"><code>Pd &lt;- data.frame(pattn=factor(dfjb$pat),q12b=dfjb$q12b)
res1 &lt;- aov(q12b~pattn,data=Pd)
testoutcome &lt;- glht(res1, linfct = mcp(pattn = &quot;Tukey&quot;))
summary(testoutcome) </code></pre>
<pre><code>
     Simultaneous Tests for General Linear Hypotheses

Multiple Comparisons of Means: Tukey Contrasts


Fit: aov(formula = q12b ~ pattn, data = Pd)

Linear Hypotheses:
           Estimate Std. Error t value Pr(&gt;|t|)    
2 - 1 == 0  0.00655    0.05771   0.113    0.999    
3 - 1 == 0  0.48543    0.05783   8.394   &lt;1e-08 ***
4 - 1 == 0 -0.39968    0.05746  -6.955   &lt;1e-08 ***
3 - 2 == 0  0.47888    0.05871   8.157   &lt;1e-08 ***
4 - 2 == 0 -0.40622    0.05834  -6.963   &lt;1e-08 ***
4 - 3 == 0 -0.88510    0.05846 -15.140   &lt;1e-08 ***
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1
(Adjusted p values reported -- single-step method)</code></pre>
<pre class="r"><code>japan_pat1pat2 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 2)
summary(aov(q12b  ~ factor(pat), data = japan_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.0  0.0105   0.011  0.915
Residuals   982  902.4  0.9189               </code></pre>
<pre class="r"><code>japan_pat1pat3 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 3) 
summary(aov(q12b  ~ factor(pat), data = japan_pat1pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)    
factor(pat)   1   57.7   57.66   69.92 &lt;2e-16 ***
Residuals   978  806.5    0.82                   
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat1pat4 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 4) 
summary(aov(q12b  ~ factor(pat), data = japan_pat1pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value   Pr(&gt;F)    
factor(pat)   1   39.6    39.6   49.63 3.48e-12 ***
Residuals   990  789.9     0.8                     
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat2pat3 &lt;- dfjb %&gt;% filter(pat == 2 | pat == 3) 
summary(aov(q12b  ~ factor(pat), data = japan_pat2pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value   Pr(&gt;F)    
factor(pat)   1   54.5   54.46   64.84 2.43e-15 ***
Residuals   948  796.3    0.84                     
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat2pat4 &lt;- dfjb %&gt;% filter(pat == 2 | pat == 4) 
summary(aov(q12b  ~ factor(pat), data = japan_pat2pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value   Pr(&gt;F)    
factor(pat)   1   39.7   39.68   48.86 5.13e-12 ***
Residuals   960  779.7    0.81                     
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat3pat4 &lt;- dfjb %&gt;% filter(pat == 3 | pat == 4) 
summary(aov(q12b  ~ factor(pat), data = japan_pat3pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)    
factor(pat)   1  187.6  187.60   262.3 &lt;2e-16 ***
Residuals   956  683.8    0.72                   
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<p>Comparison of the means:</p>
<p><img src="data:image/png;base64,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" width="672" /></p>
<p>T-test</p>
<pre class="r"><code>Pd &lt;- data.frame(pattn=factor(dfib$pat),q12a=dfib$Q12a)
res1 &lt;- aov(q12a~pattn,data=Pd)
testoutcome &lt;- glht(res1, linfct = mcp(pattn = &quot;Tukey&quot;))
summary(testoutcome) </code></pre>
<pre><code>
     Simultaneous Tests for General Linear Hypotheses

Multiple Comparisons of Means: Tukey Contrasts


Fit: aov(formula = q12a ~ pattn, data = Pd)

Linear Hypotheses:
           Estimate Std. Error t value Pr(&gt;|t|)    
2 - 1 == 0 -0.04842    0.07264  -0.667   0.9097    
3 - 1 == 0  0.01484    0.07260   0.204   0.9970    
4 - 1 == 0 -0.27507    0.07260  -3.789   &lt;0.001 ***
3 - 2 == 0  0.06326    0.07260   0.871   0.8197    
4 - 2 == 0 -0.22665    0.07260  -3.122   0.0101 *  
4 - 3 == 0 -0.28992    0.07256  -3.995   &lt;0.001 ***
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1
(Adjusted p values reported -- single-step method)</code></pre>
<pre class="r"><code>isr_pat1pat2 &lt;- dfib %&gt;% filter(pat == 1 | pat == 2)
summary(aov(Q12a  ~ factor(pat), data = isr_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.6  0.5568   0.456    0.5
Residuals   948 1156.8  1.2203               </code></pre>
<pre class="r"><code>isr_pat1pat3 &lt;- dfib %&gt;% filter(pat == 1 | pat == 3) 
summary(aov(Q12a  ~ factor(pat), data = isr_pat1pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.1  0.0524   0.041   0.84
Residuals   949 1219.8  1.2853               </code></pre>
<pre class="r"><code>isr_pat1pat4 &lt;- dfib %&gt;% filter(pat == 1 | pat == 4) 
summary(aov(Q12a  ~ factor(pat), data = isr_pat1pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value   Pr(&gt;F)    
factor(pat)   1     18  17.989   14.72 0.000133 ***
Residuals   949   1160   1.222                     
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>isr_pat2pat3 &lt;- dfib %&gt;% filter(pat == 2 | pat == 3) 
summary(aov(Q12a  ~ factor(pat), data = isr_pat2pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1      1  0.9516   0.741   0.39
Residuals   949   1219  1.2841               </code></pre>
<pre class="r"><code>isr_pat2pat4 &lt;- dfib %&gt;% filter(pat == 2 | pat == 4) 
summary(aov(Q12a  ~ factor(pat), data = isr_pat2pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value  Pr(&gt;F)   
factor(pat)   1   12.2  12.213      10 0.00161 **
Residuals   949 1158.7   1.221                   
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>isr_pat3pat4 &lt;- dfib %&gt;% filter(pat == 3 | pat == 4) 
summary(aov(Q12a  ~ factor(pat), data = isr_pat3pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value  Pr(&gt;F)    
factor(pat)   1     20  20.004   15.56 8.6e-05 ***
Residuals   950   1222   1.286                    
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
</div>
<div id="analysis-on-importance-of-handling-political-scandal" class="section level2">
<h2>Analysis on Importance of Handling Political Scandal</h2>
<p>Comparison of the means:</p>
<p><img src="data:image/png;base64,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" width="672" /> T-test</p>
<pre class="r"><code>Pd &lt;- data.frame(pattn=factor(dfjb$pat),q13b=dfjb$q13b)
res1 &lt;- aov(q13b~pattn,data=Pd)
testoutcome &lt;- glht(res1, linfct = mcp(pattn = &quot;Tukey&quot;))
summary(testoutcome) </code></pre>
<pre><code>
     Simultaneous Tests for General Linear Hypotheses

Multiple Comparisons of Means: Tukey Contrasts


Fit: aov(formula = q13b ~ pattn, data = Pd)

Linear Hypotheses:
           Estimate Std. Error t value Pr(&gt;|t|)
2 - 1 == 0 0.013559   0.044619   0.304    0.990
3 - 1 == 0 0.014933   0.044716   0.334    0.987
4 - 1 == 0 0.076858   0.044429   1.730    0.308
3 - 2 == 0 0.001374   0.045389   0.030    1.000
4 - 2 == 0 0.063299   0.045107   1.403    0.497
4 - 3 == 0 0.061925   0.045203   1.370    0.518
(Adjusted p values reported -- single-step method)</code></pre>
<pre class="r"><code>japan_pat1pat2 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 2)
summary(aov(q13b  ~ factor(pat), data = japan_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.0  0.0452   0.092  0.761
Residuals   982  480.2  0.4890               </code></pre>
<pre class="r"><code>japan_pat1pat3 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 3) 
summary(aov(q13b  ~ factor(pat), data = japan_pat1pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.1  0.0546   0.107  0.744
Residuals   978  499.1  0.5103               </code></pre>
<pre class="r"><code>japan_pat1pat4 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 4) 
summary(aov(q13b  ~ factor(pat), data = japan_pat1pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)  
factor(pat)   1    1.5   1.464    2.97 0.0851 .
Residuals   990  488.0   0.493                 
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat2pat3 &lt;- dfjb %&gt;% filter(pat == 2 | pat == 3) 
summary(aov(q13b  ~ factor(pat), data = japan_pat2pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.0  0.0004   0.001  0.976
Residuals   948  460.2  0.4855               </code></pre>
<pre class="r"><code>japan_pat2pat4 &lt;- dfjb %&gt;% filter(pat == 2 | pat == 4) 
summary(aov(q13b  ~ factor(pat), data = japan_pat2pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    1.0  0.9636   2.059  0.152
Residuals   960  449.2  0.4679               </code></pre>
<pre class="r"><code>japan_pat3pat4 &lt;- dfjb %&gt;% filter(pat == 3 | pat == 4) 
summary(aov(q13b  ~ factor(pat), data = japan_pat3pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.9  0.9183   1.875  0.171
Residuals   956  468.1  0.4896               </code></pre>
<p>Comparison of the means:</p>
<p><img src="data:image/png;base64,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" width="672" /> T-test</p>
<pre class="r"><code>Pd &lt;- data.frame(pattn=factor(dfib$pat),q13a=dfib$Q13a)
res1 &lt;- aov(q13a~pattn,data=Pd)
testoutcome &lt;- glht(res1, linfct = mcp(pattn = &quot;Tukey&quot;))
summary(testoutcome) </code></pre>
<pre><code>
     Simultaneous Tests for General Linear Hypotheses

Multiple Comparisons of Means: Tukey Contrasts


Fit: aov(formula = q13a ~ pattn, data = Pd)

Linear Hypotheses:
           Estimate Std. Error t value Pr(&gt;|t|)
2 - 1 == 0  0.01474    0.05588   0.264    0.994
3 - 1 == 0  0.03766    0.05585   0.674    0.907
4 - 1 == 0  0.10068    0.05585   1.803    0.272
3 - 2 == 0  0.02292    0.05585   0.410    0.977
4 - 2 == 0  0.08594    0.05585   1.539    0.414
4 - 3 == 0  0.06303    0.05582   1.129    0.672
(Adjusted p values reported -- single-step method)</code></pre>
<pre class="r"><code>isr_pat1pat2 &lt;- dfib %&gt;% filter(pat == 1 | pat == 2)
summary(aov(Q13a  ~ factor(pat), data = isr_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.1  0.0516   0.069  0.793
Residuals   948  712.4  0.7515               </code></pre>
<pre class="r"><code>isr_pat1pat3 &lt;- dfib %&gt;% filter(pat == 1 | pat == 3) 
summary(aov(Q13a  ~ factor(pat), data = isr_pat1pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.3  0.3371   0.444  0.506
Residuals   949  721.1  0.7599               </code></pre>
<pre class="r"><code>isr_pat1pat4 &lt;- dfib %&gt;% filter(pat == 1 | pat == 4) 
summary(aov(Q13a  ~ factor(pat), data = isr_pat1pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)  
factor(pat)   1    2.4   2.410   3.192 0.0743 .
Residuals   949  716.4   0.755                 
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>isr_pat2pat3 &lt;- dfib %&gt;% filter(pat == 2 | pat == 3) 
summary(aov(Q13a  ~ factor(pat), data = isr_pat2pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.1  0.1249   0.172  0.679
Residuals   949  691.0  0.7281               </code></pre>
<pre class="r"><code>isr_pat2pat4 &lt;- dfib %&gt;% filter(pat == 2 | pat == 4) 
summary(aov(Q13a  ~ factor(pat), data = isr_pat2pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    1.8  1.7561   2.428  0.119
Residuals   949  686.3  0.7232               </code></pre>
<pre class="r"><code>isr_pat3pat4 &lt;- dfib %&gt;% filter(pat == 3 | pat == 4) 
summary(aov(Q13a  ~ factor(pat), data = isr_pat3pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.9  0.9454   1.292  0.256
Residuals   950  695.1  0.7316               </code></pre>
</div>
<div id="analysis-support-for-preemptive-attack" class="section level2">
<h2>Analysis Support for Preemptive Attack</h2>
<p>Comparison of the means:</p>
<p><img src="data:image/png;base64,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" width="672" /> T-test</p>
<pre class="r"><code>Pd &lt;- data.frame(pattn=factor(dfjb$pat),q15b=dfjb$q15b)
res1 &lt;- aov(q15b~pattn,data=Pd)
testoutcome &lt;- glht(res1, linfct = mcp(pattn = &quot;Tukey&quot;))
summary(testoutcome) </code></pre>
<pre><code>
     Simultaneous Tests for General Linear Hypotheses

Multiple Comparisons of Means: Tukey Contrasts


Fit: aov(formula = q15b ~ pattn, data = Pd)

Linear Hypotheses:
            Estimate Std. Error t value Pr(&gt;|t|)   
2 - 1 == 0 -0.074504   0.064321  -1.158  0.65325   
3 - 1 == 0  0.149238   0.064461   2.315  0.09496 . 
4 - 1 == 0  0.157124   0.064048   2.453  0.06764 . 
3 - 2 == 0  0.223742   0.065433   3.419  0.00349 **
4 - 2 == 0  0.231628   0.065025   3.562  0.00213 **
4 - 3 == 0  0.007886   0.065163   0.121  0.99937   
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1
(Adjusted p values reported -- single-step method)</code></pre>
<pre class="r"><code>japan_pat1pat2 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 2)
summary(aov(q15b  ~ factor(pat), data = japan_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    1.4  1.3642   1.433  0.232
Residuals   982  935.1  0.9523               </code></pre>
<pre class="r"><code>japan_pat1pat3 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 3) 
summary(aov(q15b  ~ factor(pat), data = japan_pat1pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)  
factor(pat)   1    5.5   5.450   5.435 0.0199 *
Residuals   978  980.7   1.003                 
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat1pat4 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 4) 
summary(aov(q15b  ~ factor(pat), data = japan_pat1pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)  
factor(pat)   1    6.1   6.120   5.962 0.0148 *
Residuals   990 1016.1   1.026                 
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat2pat3 &lt;- dfjb %&gt;% filter(pat == 2 | pat == 3) 
summary(aov(q15b  ~ factor(pat), data = japan_pat2pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value   Pr(&gt;F)    
factor(pat)   1   11.9  11.889   11.81 0.000615 ***
Residuals   948  954.5   1.007                     
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat2pat4 &lt;- dfjb %&gt;% filter(pat == 2 | pat == 4) 
summary(aov(q15b  ~ factor(pat), data = japan_pat2pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value   Pr(&gt;F)    
factor(pat)   1   12.9  12.902   12.51 0.000424 ***
Residuals   960  989.9   1.031                     
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat3pat4 &lt;- dfjb %&gt;% filter(pat == 3 | pat == 4) 
summary(aov(q15b  ~ factor(pat), data = japan_pat3pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1      0  0.0149   0.014  0.907
Residuals   956   1036  1.0831               </code></pre>
<p>Comparison of the means:</p>
<p><img src="data:image/png;base64,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" width="672" /> T-test</p>
<pre class="r"><code>Pd &lt;- data.frame(pattn=factor(dfib$pat),q15a=dfib$Q15a)
res1 &lt;- aov(q15a~pattn,data=Pd)
testoutcome &lt;- glht(res1, linfct = mcp(pattn = &quot;Tukey&quot;))
summary(testoutcome) </code></pre>
<pre><code>
     Simultaneous Tests for General Linear Hypotheses

Multiple Comparisons of Means: Tukey Contrasts


Fit: aov(formula = q15a ~ pattn, data = Pd)

Linear Hypotheses:
            Estimate Std. Error t value Pr(&gt;|t|)
2 - 1 == 0 -0.103158   0.058409  -1.766    0.290
3 - 1 == 0 -0.118111   0.058379  -2.023    0.180
4 - 1 == 0 -0.126515   0.058379  -2.167    0.133
3 - 2 == 0 -0.014954   0.058379  -0.256    0.994
4 - 2 == 0 -0.023357   0.058379  -0.400    0.978
4 - 3 == 0 -0.008403   0.058348  -0.144    0.999
(Adjusted p values reported -- single-step method)</code></pre>
<pre class="r"><code>isr_pat1pat2 &lt;- dfib %&gt;% filter(pat == 1 | pat == 2)
summary(aov(Q15a  ~ factor(pat), data = isr_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)  
factor(pat)   1    2.5  2.5274   3.268  0.071 .
Residuals   948  733.2  0.7734                 
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>isr_pat1pat3 &lt;- dfib %&gt;% filter(pat == 1 | pat == 3) 
summary(aov(Q15a  ~ factor(pat), data = isr_pat1pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)  
factor(pat)   1    3.3   3.317   4.337 0.0376 *
Residuals   949  725.7   0.765                 
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>isr_pat1pat4 &lt;- dfib %&gt;% filter(pat == 1 | pat == 4) 
summary(aov(Q15a  ~ factor(pat), data = isr_pat1pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)  
factor(pat)   1    3.8   3.805   4.687 0.0306 *
Residuals   949  770.5   0.812                 
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>isr_pat2pat3 &lt;- dfib %&gt;% filter(pat == 2 | pat == 3) 
summary(aov(Q15a  ~ factor(pat), data = isr_pat2pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.1  0.0532   0.066  0.798
Residuals   949  767.4  0.8086               </code></pre>
<pre class="r"><code>isr_pat2pat4 &lt;- dfib %&gt;% filter(pat == 2 | pat == 4) 
summary(aov(Q15a  ~ factor(pat), data = isr_pat2pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.1  0.1297   0.152  0.697
Residuals   949  812.1  0.8558               </code></pre>
<pre class="r"><code>isr_pat3pat4 &lt;- dfib %&gt;% filter(pat == 3 | pat == 4) 
summary(aov(Q15a  ~ factor(pat), data = isr_pat3pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.0  0.0168    0.02  0.888
Residuals   950  804.7  0.8471               </code></pre>
</div>
<div id="analysis-support-for-possession-of-nuclear-weapons" class="section level2">
<h2>Analysis Support for Possession of Nuclear Weapons</h2>
<p>Comparison of the means:</p>
<p><img src="data:image/png;base64,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" width="672" /> T-test</p>
<pre class="r"><code>Pd &lt;- data.frame(pattn=factor(dfjb$pat),q16b=dfjb$q16b)
res1 &lt;- aov(q16b~pattn,data=Pd)
testoutcome &lt;- glht(res1, linfct = mcp(pattn = &quot;Tukey&quot;))
summary(testoutcome) </code></pre>
<pre><code>
     Simultaneous Tests for General Linear Hypotheses

Multiple Comparisons of Means: Tukey Contrasts


Fit: aov(formula = q16b ~ pattn, data = Pd)

Linear Hypotheses:
           Estimate Std. Error t value Pr(&gt;|t|)  
2 - 1 == 0 -0.06705    0.06454  -1.039    0.727  
3 - 1 == 0  0.08334    0.06468   1.289    0.570  
4 - 1 == 0  0.12003    0.06426   1.868    0.242  
3 - 2 == 0  0.15039    0.06565   2.291    0.100  
4 - 2 == 0  0.18708    0.06524   2.867    0.022 *
4 - 3 == 0  0.03669    0.06538   0.561    0.944  
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1
(Adjusted p values reported -- single-step method)</code></pre>
<pre class="r"><code>japan_pat1pat2 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 2)
summary(aov(q16b  ~ factor(pat), data = japan_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    1.1  1.1049   1.155  0.283
Residuals   982  939.3  0.9566               </code></pre>
<pre class="r"><code>japan_pat1pat3 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 3) 
summary(aov(q16b  ~ factor(pat), data = japan_pat1pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    1.7   1.700   1.667  0.197
Residuals   978  996.9   1.019               </code></pre>
<pre class="r"><code>japan_pat1pat4 &lt;- dfjb %&gt;% filter(pat == 1 | pat == 4) 
summary(aov(q16b  ~ factor(pat), data = japan_pat1pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)  
factor(pat)   1    3.6   3.571    3.51 0.0613 .
Residuals   990 1007.3   1.017                 
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat2pat3 &lt;- dfjb %&gt;% filter(pat == 2 | pat == 3) 
summary(aov(q16b  ~ factor(pat), data = japan_pat2pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)  
factor(pat)   1    5.4   5.371   5.215 0.0226 *
Residuals   948  976.5   1.030                 
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat2pat4 &lt;- dfjb %&gt;% filter(pat == 2 | pat == 4) 
summary(aov(q16b  ~ factor(pat), data = japan_pat2pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value  Pr(&gt;F)   
factor(pat)   1    8.4   8.416   8.187 0.00431 **
Residuals   960  986.9   1.028                   
---
Signif. codes:  0 &#39;***&#39; 0.001 &#39;**&#39; 0.01 &#39;*&#39; 0.05 &#39;.&#39; 0.1 &#39; &#39; 1</code></pre>
<pre class="r"><code>japan_pat3pat4 &lt;- dfjb %&gt;% filter(pat == 3 | pat == 4) 
summary(aov(q16b  ~ factor(pat), data = japan_pat3pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.3  0.3223   0.295  0.587
Residuals   956 1044.4  1.0925               </code></pre>
<p>Comparison of the means:</p>
<p><img src="data:image/png;base64,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" width="672" /> T-test</p>
<pre class="r"><code>Pd &lt;- data.frame(pattn=factor(dfib$pat),q16a=dfib$Q16a)
res1 &lt;- aov(q16a~pattn,data=Pd)
testoutcome &lt;- glht(res1, linfct = mcp(pattn = &quot;Tukey&quot;))
summary(testoutcome) </code></pre>
<pre><code>
     Simultaneous Tests for General Linear Hypotheses

Multiple Comparisons of Means: Tukey Contrasts


Fit: aov(formula = q16a ~ pattn, data = Pd)

Linear Hypotheses:
           Estimate Std. Error t value Pr(&gt;|t|)
2 - 1 == 0 -0.03789    0.04741  -0.799    0.855
3 - 1 == 0  0.02821    0.04738   0.595    0.933
4 - 1 == 0 -0.02641    0.04738  -0.557    0.945
3 - 2 == 0  0.06611    0.04738   1.395    0.502
4 - 2 == 0  0.01149    0.04738   0.242    0.995
4 - 3 == 0 -0.05462    0.04736  -1.153    0.656
(Adjusted p values reported -- single-step method)</code></pre>
<pre class="r"><code>isr_pat1pat2 &lt;- dfib %&gt;% filter(pat == 1 | pat == 2)
summary(aov(Q16a  ~ factor(pat), data = isr_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.3  0.3411   0.591  0.442
Residuals   948  546.6  0.5766               </code></pre>
<pre class="r"><code>isr_pat1pat3 &lt;- dfib %&gt;% filter(pat == 1 | pat == 3) 
summary(aov(Q16a  ~ factor(pat), data = isr_pat1pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.2  0.1892   0.388  0.533
Residuals   949  462.7  0.4876               </code></pre>
<pre class="r"><code>isr_pat1pat4 &lt;- dfib %&gt;% filter(pat == 1 | pat == 4) 
summary(aov(Q16a  ~ factor(pat), data = isr_pat1pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.2  0.1658   0.317  0.574
Residuals   949  496.5  0.5231               </code></pre>
<pre class="r"><code>isr_pat2pat3 &lt;- dfib %&gt;% filter(pat == 2 | pat == 3) 
summary(aov(Q16a  ~ factor(pat), data = isr_pat2pat3))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    1.0  1.0390   1.909  0.167
Residuals   949  516.6  0.5444               </code></pre>
<pre class="r"><code>isr_pat2pat4 &lt;- dfib %&gt;% filter(pat == 2 | pat == 4) 
summary(aov(Q16a  ~ factor(pat), data = isr_pat2pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.0  0.0314   0.054  0.816
Residuals   949  550.3  0.5799               </code></pre>
<pre class="r"><code>isr_pat3pat4 &lt;- dfib %&gt;% filter(pat == 3 | pat == 4) 
summary(aov(Q16a  ~ factor(pat), data = isr_pat3pat4))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.7  0.7101   1.446  0.229
Residuals   950  466.4  0.4910               </code></pre>
<p><img 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" width="672" /> T-test</p>
<pre class="r"><code>japan_pat1pat2 &lt;- dfjc %&gt;% filter(pat == 1 | pat == 2)
summary(aov(q13a  ~ factor(pat), data = japan_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.0  0.0003   0.001  0.975
Residuals   963  324.9  0.3374               </code></pre>
<p><img 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" width="672" /> T-test</p>
<pre class="r"><code>isr_pat1pat2 &lt;- dfic %&gt;% filter(pat == 1 | pat == 2)
summary(aov(Q13b  ~ factor(pat), data = isr_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.1  0.1274   0.218   0.64
Residuals   948  552.7  0.5831               </code></pre>
<p><img 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" width="672" /> T-test</p>
<pre class="r"><code>japan_pat1pat2 &lt;- dfjc %&gt;% filter(pat == 1 | pat == 2)
summary(aov(q12a  ~ factor(pat), data = japan_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.7  0.6922   1.172  0.279
Residuals   963  568.7  0.5906               </code></pre>
<p><img 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" width="672" /> T-test</p>
<pre class="r"><code>isr_pat1pat2 &lt;- dfic %&gt;% filter(pat == 1 | pat == 2)
summary(aov(Q12b  ~ factor(pat), data = isr_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.1  0.0674   0.092  0.762
Residuals   948  695.5  0.7337               </code></pre>
<p><img 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" width="672" /> T-test</p>
<pre class="r"><code>japan_pat1pat2 &lt;- dfjc %&gt;% filter(pat == 1 | pat == 2)
summary(aov(q15a  ~ factor(pat), data = japan_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.0  0.0483   0.087  0.768
Residuals   963  535.9  0.5565               </code></pre>
<p><img 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" width="672" /> T-test</p>
<pre class="r"><code>isr_pat1pat2 &lt;- dfic %&gt;% filter(pat == 1 | pat == 2)
summary(aov(Q15b  ~ factor(pat), data = isr_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.7  0.6579   0.885  0.347
Residuals   948  704.8  0.7435               </code></pre>
<p><img 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" width="672" /> T-test</p>
<pre class="r"><code>japan_pat1pat2 &lt;- dfjc %&gt;% filter(pat == 1 | pat == 2)
summary(aov(q16a  ~ factor(pat), data = japan_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.3  0.2823   0.421  0.517
Residuals   963  646.5  0.6714               </code></pre>
<p><img 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" width="672" /> T-test</p>
<pre class="r"><code>isr_pat1pat2 &lt;- dfic %&gt;% filter(pat == 1 | pat == 2)
summary(aov(Q16b  ~ factor(pat), data = isr_pat1pat2))</code></pre>
<pre><code>             Df Sum Sq Mean Sq F value Pr(&gt;F)
factor(pat)   1    0.6  0.5568   0.568  0.451
Residuals   948  928.7  0.9796               </code></pre>
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